{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "分析原始文件day.csv种各个数字的特征的类型及分布、特征之间的关系，以及相关的可视化。\n",
    "\n",
    "## 1、导入原始数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML\n",
    "\n",
    "train = pd.read_csv(\"day.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## 2、分析数据特征"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看数据的特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head() "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "观察数据的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "### 可视化数据的分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.1离散数据的分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "离散数据包括：season、yr、mnth、holiday、weekday、workingday、weathersit，这里仅查看season为例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 样本中季节的直方图分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x118ddbda0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.countplot(train[\"season\"], order=[1, 2, 3, 4])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#####  骑行量与季节的琴状图分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x118d4d668>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season',\n",
    "                        'cnt']],\n",
    "              x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 季节骑行量的均值与集中程度分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x118e60a90>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.barplot(data=train[['season',\n",
    "                       'cnt']],\n",
    "           x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 两年中每日的骑行量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear',\n",
    "                           'cnt',\n",
    "                           'yr']],\n",
    "             x='dayofyear',y='cnt',\n",
    "             hue='yr',ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.2 连续特征的分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 气温与湿度的直方图分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x11ade5240>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x11b00bbe0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical_features = ['temp','hum']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.3 骑行量与连续特征的相关性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x119178e10>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\n",
    "                  \"hum\",\"windspeed\",\n",
    "                  \"casual\",\"registered\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
